


"""simple docstring"""



from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowercase_							=							logging.get_logger(__name__)

lowercase_							=							{
    'facebook/nllb-moe-54B': 'https://huggingface.co/facebook/nllb-moe-54b/resolve/main/config.json',
}







class    __a						( __snake_case							):
				lowerCamelCase     :       Any			       ='nllb-moe'
				lowerCamelCase     :       Optional[int]			       =['past_key_values']
				lowerCamelCase     :       Dict			       ={'num_attention_heads': 'encoder_attention_heads', 'hidden_size': 'd_model'}







				def __init__( self      ,	UpperCAmelCase=12_8112      ,	UpperCAmelCase=1024      ,	UpperCAmelCase=12      ,	UpperCAmelCase=4096      ,	UpperCAmelCase=16      ,	UpperCAmelCase=12      ,	UpperCAmelCase=4096      ,	UpperCAmelCase=16      ,	UpperCAmelCase=0.0_5      ,	UpperCAmelCase=0.0_5      ,	UpperCAmelCase=True      ,	UpperCAmelCase=True      ,	UpperCAmelCase="relu"      ,	UpperCAmelCase=1024      ,	UpperCAmelCase=0.1      ,	UpperCAmelCase=0.1      ,	UpperCAmelCase=0.0      ,	UpperCAmelCase=0.0_2      ,	UpperCAmelCase=2      ,	UpperCAmelCase=True      ,	UpperCAmelCase=False      ,	UpperCAmelCase="float32"      ,	UpperCAmelCase=False      ,	UpperCAmelCase=128      ,	UpperCAmelCase=64      ,	UpperCAmelCase=4      ,	UpperCAmelCase=4      ,	UpperCAmelCase=0.0_0_1      ,	UpperCAmelCase=0.0_0_1      ,	UpperCAmelCase="all"      ,	UpperCAmelCase=False      ,	UpperCAmelCase=False      ,	UpperCAmelCase=1.0      ,	UpperCAmelCase=0.2      ,	UpperCAmelCase=1      ,	UpperCAmelCase=0      ,	UpperCAmelCase=2      ,	UpperCAmelCase=False      ,	**UpperCAmelCase      ,	):

					'''simple docstring'''






					lowerCAmelCase_      							=			vocab_size
					lowerCAmelCase_      							=			max_position_embeddings
					lowerCAmelCase_      							=			d_model
					lowerCAmelCase_      							=			encoder_ffn_dim
					lowerCAmelCase_      							=			encoder_layers
					lowerCAmelCase_      							=			encoder_attention_heads
					lowerCAmelCase_      							=			decoder_ffn_dim
					lowerCAmelCase_      							=			decoder_layers
					lowerCAmelCase_      							=			decoder_attention_heads
					lowerCAmelCase_      							=			dropout
					lowerCAmelCase_      							=			attention_dropout
					lowerCAmelCase_      							=			activation_dropout
					lowerCAmelCase_      							=			activation_function
					lowerCAmelCase_      							=			init_std
					lowerCAmelCase_      							=			encoder_layerdrop
					lowerCAmelCase_      							=			decoder_layerdrop
					lowerCAmelCase_      							=			use_cache
					lowerCAmelCase_      							=			encoder_layers
					lowerCAmelCase_      							=			scale_embedding  # scale factor will be sqrt(d_model) if True
					lowerCAmelCase_      							=			router_z_loss_coef
					lowerCAmelCase_      							=			router_aux_loss_coef
					lowerCAmelCase_      							=			decoder_sparse_step
					lowerCAmelCase_      							=			encoder_sparse_step
					lowerCAmelCase_      							=			num_experts
					lowerCAmelCase_      							=			expert_capacity
					lowerCAmelCase_      							=			router_bias
					if router_dtype not in ["float32", "float16", "bfloat16"]:
						raise ValueError(F"""`router_dtype` must be one of 'float32', 'float16' or 'bfloat16', got {router_dtype}"""   )
					lowerCAmelCase_      							=			router_dtype

					lowerCAmelCase_      							=			router_ignore_padding_tokens
					lowerCAmelCase_      							=			batch_prioritized_routing
					lowerCAmelCase_      							=			second_expert_policy
					lowerCAmelCase_      							=			normalize_router_prob_before_dropping
					lowerCAmelCase_      							=			moe_eval_capacity_token_fraction
					lowerCAmelCase_      							=			moe_token_dropout
					lowerCAmelCase_      							=			output_router_logits
					super().__init__(
					    pad_token_id=UpperCAmelCase      ,	bos_token_id=UpperCAmelCase      ,	eos_token_id=UpperCAmelCase      ,	is_encoder_decoder=UpperCAmelCase      ,	decoder_start_token_id=UpperCAmelCase      ,	**UpperCAmelCase      ,	)



"""simple docstring"""



def      UpperCAmelCase     (       _lowercase :   Optional[Any]	)						-> Tuple:


	"""simple docstring"""




	lowerCAmelCase_      							=			len(_lowercase	)
	lowerCAmelCase_      							=			sum(_lowercase	)

	lowerCAmelCase_      							=			[[False for x in range(s + 1	)] for y in range(n + 1	)]

	for i in range(1			,   n + 1	):
		lowerCAmelCase_      							=			True

	for i in range(1			,   s + 1	):
		lowerCAmelCase_      							=			False

	for i in range(1			,   n + 1	):
		for j in range(1			,   s + 1	):
			lowerCAmelCase_      							=			dp[i][j - 1]

			if arr[i - 1] <= j:
				lowerCAmelCase_      							=			dp[i][j] or dp[i - 1][j - arr[i - 1]]

	for j in range(int(s / 2	)			,   -1			,   -1	):
		if dp[n][j] is True:
			lowerCAmelCase_      							=			s - 2 * j
			break

	return diff